Overview

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	1117957
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	187.6 MiB
Average record size in memory	176.0 B

Variable types

Numeric	21

Reproduction

Analysis started	2025-11-15 05:53:11.171419
Analysis finished	2025-11-15 05:55:07.689164
Duration	1 minute and 56.52 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

MonsoonIntensity
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9214505

Minimum	0
Maximum	16
Zeros	5431
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0563865
Coefficient of variation (CV)	0.41784156
Kurtosis	0.34122921
Mean	4.9214505
Median Absolute Deviation (MAD)	1
Skewness	0.44452827
Sum	5501970
Variance	4.2287256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
5	220936	19.8%
4	214344	19.2%
6	169080	15.1%
3	160574	14.4%
7	109210	9.8%
2	86683	7.8%
8	65954	5.9%
9	33515	3.0%
1	28946	2.6%
10	14040	1.3%
Other values (7)	14675	1.3%

Value	Count	Frequency (%)
0	5431	0.5%
1	28946	2.6%
2	86683	7.8%
3	160574	14.4%
4	214344	19.2%
5	220936	19.8%
6	169080	15.1%
7	109210	9.8%
8	65954	5.9%
9	33515	3.0%

Value	Count	Frequency (%)
16	42	< 0.1%
15	169	< 0.1%
14	391	< 0.1%
13	729	0.1%
12	2062	0.2%
11	5851	0.5%
10	14040	1.3%
9	33515	3.0%
8	65954	5.9%
7	109210	9.8%

TopographyDrainage
Real number (ℝ)

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9266707

Minimum	0
Maximum	18
Zeros	5541
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	18
Range	18
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0938791
Coefficient of variation (CV)	0.42500894
Kurtosis	0.23835145
Mean	4.9266707
Median Absolute Deviation (MAD)	1
Skewness	0.45872826
Sum	5507806
Variance	4.3843296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
5	221252	19.8%
4	213368	19.1%
3	161989	14.5%
6	159003	14.2%
7	102681	9.2%
2	90058	8.1%
8	72000	6.4%
9	37544	3.4%
1	29422	2.6%
10	15524	1.4%
Other values (9)	15116	1.4%

Value	Count	Frequency (%)
0	5541	0.5%
1	29422	2.6%
2	90058	8.1%
3	161989	14.5%
4	213368	19.1%
5	221252	19.8%
6	159003	14.2%
7	102681	9.2%
8	72000	6.4%
9	37544	3.4%

Value	Count	Frequency (%)
18	3	< 0.1%
17	10	< 0.1%
16	42	< 0.1%
15	106	< 0.1%
14	333	< 0.1%
13	705	0.1%
12	2199	0.2%
11	6177	0.6%
10	15524	1.4%
9	37544	3.4%

RiverManagement
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9553221

Minimum	0
Maximum	16
Zeros	5407
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.0721864
Coefficient of variation (CV)	0.41817391
Kurtosis	0.22416738
Mean	4.9553221
Median Absolute Deviation (MAD)	1
Skewness	0.42649122
Sum	5539837
Variance	4.2939565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
5	218216	19.5%
4	214079	19.1%
6	167368	15.0%
3	160049	14.3%
7	108538	9.7%
2	83782	7.5%
8	71204	6.4%
9	36232	3.2%
1	28872	2.6%
10	15170	1.4%
Other values (7)	14447	1.3%

Value	Count	Frequency (%)
0	5407	0.5%
1	28872	2.6%
2	83782	7.5%
3	160049	14.3%
4	214079	19.1%
5	218216	19.5%
6	167368	15.0%
7	108538	9.7%
8	71204	6.4%
9	36232	3.2%

Value	Count	Frequency (%)
16	43	< 0.1%
15	92	< 0.1%
14	297	< 0.1%
13	715	0.1%
12	2120	0.2%
11	5773	0.5%
10	15170	1.4%
9	36232	3.2%
8	71204	6.4%
7	108538	9.7%

Deforestation
Real number (ℝ)

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9422402

Minimum	0
Maximum	17
Zeros	5327
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	5
Q3	6
95-th percentile	9
Maximum	17
Range	17
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.0516895
Coefficient of variation (CV)	0.41513351
Kurtosis	0.27510972
Mean	4.9422402
Median Absolute Deviation (MAD)	1
Skewness	0.43431413
Sum	5525212
Variance	4.2094298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
4	219733	19.7%
5	217793	19.5%
6	169175	15.1%
3	157331	14.1%
7	109039	9.8%
2	85948	7.7%
8	69237	6.2%
9	34585	3.1%
1	26881	2.4%
10	13968	1.2%
Other values (8)	14267	1.3%

Value	Count	Frequency (%)
0	5327	0.5%
1	26881	2.4%
2	85948	7.7%
3	157331	14.1%
4	219733	19.7%
5	217793	19.5%
6	169175	15.1%
7	109039	9.8%
8	69237	6.2%
9	34585	3.1%

Value	Count	Frequency (%)
17	6	< 0.1%
16	35	< 0.1%
15	115	< 0.1%
14	293	< 0.1%
13	706	0.1%
12	2079	0.2%
11	5706	0.5%
10	13968	1.2%
9	34585	3.1%
8	69237	6.2%

Urbanization
Real number (ℝ)

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9425166

Minimum	0
Maximum	17
Zeros	5350
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	17
Range	17
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0833909
Coefficient of variation (CV)	0.42152432
Kurtosis	0.24827888
Mean	4.9425166
Median Absolute Deviation (MAD)	1
Skewness	0.44216778
Sum	5525521
Variance	4.3405178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
5	216722	19.4%
4	212438	19.0%
6	166703	14.9%
3	162234	14.5%
7	107693	9.6%
2	86122	7.7%
8	69295	6.2%
9	36854	3.3%
1	29672	2.7%
10	15690	1.4%
Other values (8)	14534	1.3%

Value	Count	Frequency (%)
0	5350	0.5%
1	29672	2.7%
2	86122	7.7%
3	162234	14.5%
4	212438	19.0%
5	216722	19.4%
6	166703	14.9%
7	107693	9.6%
8	69295	6.2%
9	36854	3.3%

Value	Count	Frequency (%)
17	7	< 0.1%
16	36	< 0.1%
15	137	< 0.1%
14	313	< 0.1%
13	791	0.1%
12	2211	0.2%
11	5689	0.5%
10	15690	1.4%
9	36854	3.3%
8	69295	6.2%

ClimateChange
Real number (ℝ)

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9340932

Minimum	0
Maximum	17
Zeros	5347
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	17
Range	17
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0577419
Coefficient of variation (CV)	0.41704561
Kurtosis	0.24126541
Mean	4.9340932
Median Absolute Deviation (MAD)	1
Skewness	0.4294031
Sum	5516104
Variance	4.2343016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
5	218995	19.6%
4	214268	19.2%
6	169316	15.1%
3	159728	14.3%
7	107802	9.6%
2	88158	7.9%
8	69171	6.2%
9	34687	3.1%
1	27326	2.4%
10	14457	1.3%
Other values (8)	14049	1.3%

Value	Count	Frequency (%)
0	5347	0.5%
1	27326	2.4%
2	88158	7.9%
3	159728	14.3%
4	214268	19.2%
5	218995	19.6%
6	169316	15.1%
7	107802	9.6%
8	69171	6.2%
9	34687	3.1%

Value	Count	Frequency (%)
17	3	< 0.1%
16	35	< 0.1%
15	96	< 0.1%
14	260	< 0.1%
13	729	0.1%
12	2063	0.2%
11	5516	0.5%
10	14457	1.3%
9	34687	3.1%
8	69171	6.2%

DamsQuality
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9558776

Minimum	0
Maximum	16
Zeros	5878
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.083063
Coefficient of variation (CV)	0.42032173
Kurtosis	0.26207479
Mean	4.9558776
Median Absolute Deviation (MAD)	1
Skewness	0.44140241
Sum	5540458
Variance	4.3391516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
5	218237	19.5%
4	216308	19.3%
6	164786	14.7%
3	158316	14.2%
7	108185	9.7%
2	84763	7.6%
8	71757	6.4%
9	35903	3.2%
1	28605	2.6%
10	15121	1.4%
Other values (7)	15976	1.4%

Value	Count	Frequency (%)
0	5878	0.5%
1	28605	2.6%
2	84763	7.6%
3	158316	14.2%
4	216308	19.3%
5	218237	19.5%
6	164786	14.7%
7	108185	9.7%
8	71757	6.4%
9	35903	3.2%

Value	Count	Frequency (%)
16	27	< 0.1%
15	124	< 0.1%
14	334	< 0.1%
13	738	0.1%
12	2371	0.2%
11	6504	0.6%
10	15121	1.4%
9	35903	3.2%
8	71757	6.4%
7	108185	9.7%

Siltation
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9277906

Minimum	0
Maximum	16
Zeros	5381
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0659917
Coefficient of variation (CV)	0.41925314
Kurtosis	0.28709986
Mean	4.9277906
Median Absolute Deviation (MAD)	1
Skewness	0.44924803
Sum	5509058
Variance	4.2683216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
5	222270	19.9%
4	215232	19.3%
6	164780	14.7%
3	160419	14.3%
7	106481	9.5%
2	87322	7.8%
8	68231	6.1%
9	35460	3.2%
1	28487	2.5%
10	14815	1.3%
Other values (7)	14460	1.3%

Value	Count	Frequency (%)
0	5381	0.5%
1	28487	2.5%
2	87322	7.8%
3	160419	14.3%
4	215232	19.3%
5	222270	19.9%
6	164780	14.7%
7	106481	9.5%
8	68231	6.1%
9	35460	3.2%

Value	Count	Frequency (%)
16	28	< 0.1%
15	142	< 0.1%
14	320	< 0.1%
13	781	0.1%
12	2108	0.2%
11	5700	0.5%
10	14815	1.3%
9	35460	3.2%
8	68231	6.1%
7	106481	9.5%

AgriculturalPractices
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9426194

Minimum	0
Maximum	16
Zeros	5680
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0685451
Coefficient of variation (CV)	0.4185119
Kurtosis	0.21409649
Mean	4.9426194
Median Absolute Deviation (MAD)	1
Skewness	0.42114453
Sum	5525636
Variance	4.2788787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
5	216644	19.4%
4	214366	19.2%
6	168426	15.1%
3	160403	14.3%
7	109213	9.8%
2	85659	7.7%
8	69347	6.2%
9	36004	3.2%
1	28587	2.6%
10	14622	1.3%
Other values (7)	14686	1.3%

Value	Count	Frequency (%)
0	5680	0.5%
1	28587	2.6%
2	85659	7.7%
3	160403	14.3%
4	214366	19.2%
5	216644	19.4%
6	168426	15.1%
7	109213	9.8%
8	69347	6.2%
9	36004	3.2%

Value	Count	Frequency (%)
16	40	< 0.1%
15	96	< 0.1%
14	254	< 0.1%
13	631	0.1%
12	2085	0.2%
11	5900	0.5%
10	14622	1.3%
9	36004	3.2%
8	69347	6.2%
7	109213	9.8%

Encroachments
Real number (ℝ)

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9492297

Minimum	0
Maximum	18
Zeros	5531
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	5
Q3	6
95-th percentile	9
Maximum	18
Range	18
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.0833243
Coefficient of variation (CV)	0.42093909
Kurtosis	0.26659948
Mean	4.9492297
Median Absolute Deviation (MAD)	1
Skewness	0.46355079
Sum	5533026
Variance	4.34024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
5	219971	19.7%
4	219708	19.7%
3	160683	14.4%
6	158864	14.2%
7	106434	9.5%
2	84628	7.6%
8	71237	6.4%
9	37312	3.3%
1	27979	2.5%
10	15952	1.4%
Other values (9)	15189	1.4%

Value	Count	Frequency (%)
0	5531	0.5%
1	27979	2.5%
2	84628	7.6%
3	160683	14.4%
4	219708	19.7%
5	219971	19.7%
6	158864	14.2%
7	106434	9.5%
8	71237	6.4%
9	37312	3.3%

Value	Count	Frequency (%)
18	2	< 0.1%
17	13	< 0.1%
16	33	< 0.1%
15	110	< 0.1%
14	343	< 0.1%
13	750	0.1%
12	2145	0.2%
11	6262	0.6%
10	15952	1.4%
9	37312	3.3%

IneffectiveDisasterPreparedness
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9452385

Minimum	0
Maximum	16
Zeros	5410
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0781409
Coefficient of variation (CV)	0.42023067
Kurtosis	0.20826194
Mean	4.9452385
Median Absolute Deviation (MAD)	1
Skewness	0.44336894
Sum	5528564
Variance	4.3186695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
4	217365	19.4%
5	215502	19.3%
3	162862	14.6%
6	162108	14.5%
7	107059	9.6%
2	85851	7.7%
8	73046	6.5%
9	36869	3.3%
1	27756	2.5%
10	15184	1.4%
Other values (7)	14355	1.3%

Value	Count	Frequency (%)
0	5410	0.5%
1	27756	2.5%
2	85851	7.7%
3	162862	14.6%
4	217365	19.4%
5	215502	19.3%
6	162108	14.5%
7	107059	9.6%
8	73046	6.5%
9	36869	3.3%

Value	Count	Frequency (%)
16	32	< 0.1%
15	124	< 0.1%
14	336	< 0.1%
13	673	0.1%
12	2055	0.2%
11	5725	0.5%
10	15184	1.4%
9	36869	3.3%
8	73046	6.5%
7	107059	9.6%

DrainageSystems
Real number (ℝ)

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9468933

Minimum	0
Maximum	17
Zeros	5582
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	5
Q3	6
95-th percentile	9
Maximum	17
Range	17
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.0723331
Coefficient of variation (CV)	0.41891606
Kurtosis	0.29423551
Mean	4.9468933
Median Absolute Deviation (MAD)	1
Skewness	0.44141995
Sum	5530414
Variance	4.2945644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
5	217753	19.5%
4	216278	19.3%
6	167358	15.0%
3	159355	14.3%
7	108156	9.7%
2	84440	7.6%
8	71360	6.4%
9	34274	3.1%
1	28923	2.6%
10	14737	1.3%
Other values (8)	15323	1.4%

Value	Count	Frequency (%)
0	5582	0.5%
1	28923	2.6%
2	84440	7.6%
3	159355	14.3%
4	216278	19.3%
5	217753	19.5%
6	167358	15.0%
7	108156	9.7%
8	71360	6.4%
9	34274	3.1%

Value	Count	Frequency (%)
17	10	< 0.1%
16	44	< 0.1%
15	133	< 0.1%
14	325	< 0.1%
13	786	0.1%
12	2203	0.2%
11	6240	0.6%
10	14737	1.3%
9	34274	3.1%
8	71360	6.4%

CoastalVulnerability
Real number (ℝ)

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9539991

Minimum	0
Maximum	17
Zeros	5747
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	17
Range	17
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0888989
Coefficient of variation (CV)	0.42165911
Kurtosis	0.23903405
Mean	4.9539991
Median Absolute Deviation (MAD)	1
Skewness	0.43991674
Sum	5538358
Variance	4.3634985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
5	215378	19.3%
4	213263	19.1%
6	164640	14.7%
3	162674	14.6%
7	108310	9.7%
2	84481	7.6%
8	73577	6.6%
9	35817	3.2%
1	29108	2.6%
10	14753	1.3%
Other values (8)	15956	1.4%

Value	Count	Frequency (%)
0	5747	0.5%
1	29108	2.6%
2	84481	7.6%
3	162674	14.6%
4	213263	19.1%
5	215378	19.3%
6	164640	14.7%
7	108310	9.7%
8	73577	6.6%
9	35817	3.2%

Value	Count	Frequency (%)
17	7	< 0.1%
16	38	< 0.1%
15	99	< 0.1%
14	332	< 0.1%
13	761	0.1%
12	2370	0.2%
11	6602	0.6%
10	14753	1.3%
9	35817	3.2%
8	73577	6.6%

Landslides
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9313757

Minimum	0
Maximum	16
Zeros	5516
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0782867
Coefficient of variation (CV)	0.42144157
Kurtosis	0.18550206
Mean	4.9313757
Median Absolute Deviation (MAD)	1
Skewness	0.42509851
Sum	5513066
Variance	4.3192757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
5	213811	19.1%
4	212833	19.0%
6	164085	14.7%
3	163932	14.7%
7	109608	9.8%
2	88129	7.9%
8	72274	6.5%
9	35411	3.2%
1	29051	2.6%
10	14442	1.3%
Other values (7)	14381	1.3%

Value	Count	Frequency (%)
0	5516	0.5%
1	29051	2.6%
2	88129	7.9%
3	163932	14.7%
4	212833	19.0%
5	213811	19.1%
6	164085	14.7%
7	109608	9.8%
8	72274	6.5%
9	35411	3.2%

Value	Count	Frequency (%)
16	31	< 0.1%
15	106	< 0.1%
14	297	< 0.1%
13	699	0.1%
12	2114	0.2%
11	5618	0.5%
10	14442	1.3%
9	35411	3.2%
8	72274	6.5%
7	109608	9.8%

Watersheds
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9290322

Minimum	0
Maximum	16
Zeros	5404
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0823947
Coefficient of variation (CV)	0.42247538
Kurtosis	0.2376507
Mean	4.9290322
Median Absolute Deviation (MAD)	1
Skewness	0.45048795
Sum	5510446
Variance	4.3363679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
5	219756	19.7%
4	213627	19.1%
3	163564	14.6%
6	159072	14.2%
7	107309	9.6%
2	88319	7.9%
8	71822	6.4%
9	36087	3.2%
1	28867	2.6%
10	14885	1.3%
Other values (7)	14649	1.3%

Value	Count	Frequency (%)
0	5404	0.5%
1	28867	2.6%
2	88319	7.9%
3	163564	14.6%
4	213627	19.1%
5	219756	19.7%
6	159072	14.2%
7	107309	9.6%
8	71822	6.4%
9	36087	3.2%

Value	Count	Frequency (%)
16	50	< 0.1%
15	94	< 0.1%
14	329	< 0.1%
13	811	0.1%
12	2227	0.2%
11	5734	0.5%
10	14885	1.3%
9	36087	3.2%
8	71822	6.4%
7	107309	9.6%

DeterioratingInfrastructure
Real number (ℝ)

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9259068

Minimum	0
Maximum	17
Zeros	4953
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	17
Range	17
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0648128
Coefficient of variation (CV)	0.41917415
Kurtosis	0.24728999
Mean	4.9259068
Median Absolute Deviation (MAD)	1
Skewness	0.44416736
Sum	5506952
Variance	4.2634519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
4	218713	19.6%
5	213578	19.1%
6	168782	15.1%
3	162850	14.6%
7	107019	9.6%
2	85513	7.6%
8	67551	6.0%
9	35832	3.2%
1	29511	2.6%
10	14684	1.3%
Other values (8)	13924	1.2%

Value	Count	Frequency (%)
0	4953	0.4%
1	29511	2.6%
2	85513	7.6%
3	162850	14.6%
4	218713	19.6%
5	213578	19.1%
6	168782	15.1%
7	107019	9.6%
8	67551	6.0%
9	35832	3.2%

Value	Count	Frequency (%)
17	4	< 0.1%
16	34	< 0.1%
15	111	< 0.1%
14	285	< 0.1%
13	639	0.1%
12	2110	0.2%
11	5788	0.5%
10	14684	1.3%
9	35832	3.2%
8	67551	6.0%

PopulationScore
Real number (ℝ)

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9275196

Minimum	0
Maximum	18
Zeros	5536
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	18
Range	18
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0741764
Coefficient of variation (CV)	0.42093722
Kurtosis	0.25204721
Mean	4.9275196
Median Absolute Deviation (MAD)	1
Skewness	0.45141451
Sum	5508755
Variance	4.3022077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
4	221136	19.8%
5	213102	19.1%
6	163538	14.6%
3	161487	14.4%
7	106364	9.5%
2	87742	7.8%
8	72443	6.5%
9	34422	3.1%
1	28093	2.5%
10	14804	1.3%
Other values (9)	14826	1.3%

Value	Count	Frequency (%)
0	5536	0.5%
1	28093	2.5%
2	87742	7.8%
3	161487	14.4%
4	221136	19.8%
5	213102	19.1%
6	163538	14.6%
7	106364	9.5%
8	72443	6.5%
9	34422	3.1%

Value	Count	Frequency (%)
18	1	< 0.1%
17	9	< 0.1%
16	38	< 0.1%
15	73	< 0.1%
14	338	< 0.1%
13	779	0.1%
12	2200	0.2%
11	5852	0.5%
10	14804	1.3%
9	34422	3.1%

WetlandLoss
Real number (ℝ)

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9508595

Minimum	0
Maximum	19
Zeros	5192
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	5
Q3	6
95-th percentile	9
Maximum	19
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.0686958
Coefficient of variation (CV)	0.4178458
Kurtosis	0.23596721
Mean	4.9508595
Median Absolute Deviation (MAD)	1
Skewness	0.43704535
Sum	5534848
Variance	4.2795024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
4	217045	19.4%
5	214587	19.2%
6	167265	15.0%
3	161270	14.4%
7	109524	9.8%
2	84515	7.6%
8	71347	6.4%
9	34947	3.1%
1	27958	2.5%
10	15041	1.3%
Other values (10)	14458	1.3%

Value	Count	Frequency (%)
0	5192	0.5%
1	27958	2.5%
2	84515	7.6%
3	161270	14.4%
4	217045	19.4%
5	214587	19.2%
6	167265	15.0%
7	109524	9.8%
8	71347	6.4%
9	34947	3.1%

Value	Count	Frequency (%)
19	1	< 0.1%
18	1	< 0.1%
17	3	< 0.1%
16	37	< 0.1%
15	102	< 0.1%
14	299	< 0.1%
13	689	0.1%
12	2141	0.2%
11	5993	0.5%
10	15041	1.3%

InadequatePlanning
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9405872

Minimum	0
Maximum	16
Zeros	5619
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0811229
Coefficient of variation (CV)	0.42122988
Kurtosis	0.24902968
Mean	4.9405872
Median Absolute Deviation (MAD)	1
Skewness	0.45513647
Sum	5523364
Variance	4.3310727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
5	217756	19.5%
4	214851	19.2%
3	165051	14.8%
6	162099	14.5%
7	106401	9.5%
2	85421	7.6%
8	71588	6.4%
9	36289	3.2%
1	27889	2.5%
10	15694	1.4%
Other values (7)	14918	1.3%

Value	Count	Frequency (%)
0	5619	0.5%
1	27889	2.5%
2	85421	7.6%
3	165051	14.8%
4	214851	19.2%
5	217756	19.5%
6	162099	14.5%
7	106401	9.5%
8	71588	6.4%
9	36289	3.2%

Value	Count	Frequency (%)
16	38	< 0.1%
15	132	< 0.1%
14	358	< 0.1%
13	717	0.1%
12	2135	0.2%
11	5919	0.5%
10	15694	1.4%
9	36289	3.2%
8	71588	6.4%
7	106401	9.5%

PoliticalFactors
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9390039

Minimum	0
Maximum	16
Zeros	5995
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0903501
Coefficient of variation (CV)	0.42323313
Kurtosis	0.19887778
Mean	4.9390039
Median Absolute Deviation (MAD)	1
Skewness	0.43756083
Sum	5521594
Variance	4.3695634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
4	215557	19.3%
5	211264	18.9%
3	164017	14.7%
6	163682	14.6%
7	108315	9.7%
2	86873	7.8%
8	72800	6.5%
9	35675	3.2%
1	28786	2.6%
10	15286	1.4%
Other values (7)	15702	1.4%

Value	Count	Frequency (%)
0	5995	0.5%
1	28786	2.6%
2	86873	7.8%
3	164017	14.7%
4	215557	19.3%
5	211264	18.9%
6	163682	14.6%
7	108315	9.7%
8	72800	6.5%
9	35675	3.2%

Value	Count	Frequency (%)
16	43	< 0.1%
15	90	< 0.1%
14	273	< 0.1%
13	691	0.1%
12	2278	0.2%
11	6332	0.6%
10	15286	1.4%
9	35675	3.2%
8	72800	6.5%
7	108315	9.7%

FloodProbability
Real number (ℝ)

Distinct	83
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50448032

Minimum	0.285
Maximum	0.725
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.1 MiB

Quantile statistics

Minimum	0.285
5-th percentile	0.42
Q1	0.47
median	0.505
Q3	0.54
95-th percentile	0.59
Maximum	0.725
Range	0.44
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.051026095
Coefficient of variation (CV)	0.10114586
Kurtosis	-0.03960878
Mean	0.50448032
Median Absolute Deviation (MAD)	0.035
Skewness	0.047225586
Sum	563987.31
Variance	0.0026036624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.49	43320	3.9%
0.495	42302	3.8%
0.52	41266	3.7%
0.485	41156	3.7%
0.505	41126	3.7%
0.515	40876	3.7%
0.48	40815	3.7%
0.5	40445	3.6%
0.51	40393	3.6%
0.475	39773	3.6%
Other values (73)	706485	63.2%

Value	Count	Frequency (%)
0.285	20	< 0.1%
0.315	42	< 0.1%
0.32	79	< 0.1%
0.325	61	< 0.1%
0.33	82	< 0.1%
0.335	48	< 0.1%
0.34	243	< 0.1%
0.345	250	< 0.1%
0.35	515	< 0.1%
0.355	377	< 0.1%

Value	Count	Frequency (%)
0.725	29	< 0.1%
0.715	26	< 0.1%
0.71	23	< 0.1%
0.705	42	< 0.1%
0.7	32	< 0.1%
0.695	40	< 0.1%
0.69	65	< 0.1%
0.685	63	< 0.1%
0.68	86	< 0.1%
0.675	256	< 0.1%

Interactions

Correlations

	AgriculturalPractices	ClimateChange	CoastalVulnerability	DamsQuality	Deforestation	DeterioratingInfrastructure	DrainageSystems	Encroachments	FloodProbability	InadequatePlanning	IneffectiveDisasterPreparedness	Landslides	MonsoonIntensity	PoliticalFactors	PopulationScore	RiverManagement	Siltation	TopographyDrainage	Urbanization	Watersheds	WetlandLoss
AgriculturalPractices	1.000	-0.010	-0.009	-0.007	-0.008	-0.006	-0.009	-0.010	0.175	-0.008	-0.008	-0.008	-0.006	-0.009	-0.007	-0.008	-0.008	-0.008	-0.008	-0.008	-0.009
ClimateChange	-0.010	1.000	-0.011	-0.006	-0.006	-0.004	-0.007	-0.010	0.177	-0.008	-0.009	-0.007	-0.007	-0.009	-0.007	-0.006	-0.007	-0.007	-0.009	-0.007	-0.007
CoastalVulnerability	-0.009	-0.011	1.000	-0.010	-0.010	-0.007	-0.011	-0.013	0.170	-0.011	-0.007	-0.011	-0.009	-0.010	-0.011	-0.008	-0.009	-0.010	-0.011	-0.009	-0.009
DamsQuality	-0.007	-0.006	-0.010	1.000	-0.008	-0.008	-0.008	-0.008	0.180	-0.009	-0.006	-0.008	-0.006	-0.011	-0.007	-0.005	-0.007	-0.005	-0.009	-0.006	-0.007
Deforestation	-0.008	-0.006	-0.010	-0.008	1.000	-0.007	-0.009	-0.010	0.177	-0.008	-0.007	-0.007	-0.006	-0.007	-0.009	-0.006	-0.009	-0.006	-0.010	-0.009	-0.008
DeterioratingInfrastructure	-0.006	-0.004	-0.007	-0.008	-0.007	1.000	-0.008	-0.008	0.181	-0.005	-0.007	-0.005	-0.008	-0.007	-0.006	-0.004	-0.005	-0.004	-0.009	-0.007	-0.007
DrainageSystems	-0.009	-0.007	-0.011	-0.008	-0.009	-0.008	1.000	-0.010	0.171	-0.010	-0.010	-0.009	-0.009	-0.010	-0.010	-0.009	-0.009	-0.007	-0.010	-0.009	-0.009
Encroachments	-0.010	-0.010	-0.013	-0.008	-0.010	-0.008	-0.010	1.000	0.172	-0.009	-0.009	-0.009	-0.009	-0.009	-0.008	-0.009	-0.008	-0.010	-0.008	-0.010	-0.007
FloodProbability	0.175	0.177	0.170	0.180	0.177	0.181	0.171	0.172	1.000	0.173	0.176	0.177	0.180	0.174	0.178	0.179	0.179	0.180	0.172	0.175	0.175
InadequatePlanning	-0.008	-0.008	-0.011	-0.009	-0.008	-0.005	-0.010	-0.009	0.173	1.000	-0.010	-0.008	-0.006	-0.009	-0.007	-0.007	-0.006	-0.008	-0.009	-0.010	-0.007
IneffectiveDisasterPreparedness	-0.008	-0.009	-0.007	-0.006	-0.007	-0.007	-0.010	-0.009	0.176	-0.010	1.000	-0.007	-0.006	-0.007	-0.009	-0.008	-0.007	-0.007	-0.010	-0.008	-0.007
Landslides	-0.008	-0.007	-0.011	-0.008	-0.007	-0.005	-0.009	-0.009	0.177	-0.008	-0.007	1.000	-0.008	-0.008	-0.006	-0.006	-0.006	-0.008	-0.008	-0.009	-0.009
MonsoonIntensity	-0.006	-0.007	-0.009	-0.006	-0.006	-0.008	-0.009	-0.009	0.180	-0.006	-0.006	-0.008	1.000	-0.007	-0.007	-0.007	-0.006	-0.005	-0.007	-0.006	-0.005
PoliticalFactors	-0.009	-0.009	-0.010	-0.011	-0.007	-0.007	-0.010	-0.009	0.174	-0.009	-0.007	-0.008	-0.007	1.000	-0.010	-0.009	-0.006	-0.009	-0.011	-0.008	-0.008
PopulationScore	-0.007	-0.007	-0.011	-0.007	-0.009	-0.006	-0.010	-0.008	0.178	-0.007	-0.009	-0.006	-0.007	-0.010	1.000	-0.005	-0.006	-0.008	-0.009	-0.007	-0.009
RiverManagement	-0.008	-0.006	-0.008	-0.005	-0.006	-0.004	-0.009	-0.009	0.179	-0.007	-0.008	-0.006	-0.007	-0.009	-0.005	1.000	-0.008	-0.007	-0.010	-0.008	-0.007
Siltation	-0.008	-0.007	-0.009	-0.007	-0.009	-0.005	-0.009	-0.008	0.179	-0.006	-0.007	-0.006	-0.006	-0.006	-0.006	-0.008	1.000	-0.007	-0.008	-0.007	-0.007
TopographyDrainage	-0.008	-0.007	-0.010	-0.005	-0.006	-0.004	-0.007	-0.010	0.180	-0.008	-0.007	-0.008	-0.005	-0.009	-0.008	-0.007	-0.007	1.000	-0.008	-0.008	-0.008
Urbanization	-0.008	-0.009	-0.011	-0.009	-0.010	-0.009	-0.010	-0.008	0.172	-0.009	-0.010	-0.008	-0.007	-0.011	-0.009	-0.010	-0.008	-0.008	1.000	-0.009	-0.009
Watersheds	-0.008	-0.007	-0.009	-0.006	-0.009	-0.007	-0.009	-0.010	0.175	-0.010	-0.008	-0.009	-0.006	-0.008	-0.007	-0.008	-0.007	-0.008	-0.009	1.000	-0.009
WetlandLoss	-0.009	-0.007	-0.009	-0.007	-0.008	-0.007	-0.009	-0.007	0.175	-0.007	-0.007	-0.009	-0.005	-0.008	-0.009	-0.007	-0.007	-0.008	-0.009	-0.009	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	MonsoonIntensity	TopographyDrainage	RiverManagement	Deforestation	Urbanization	ClimateChange	DamsQuality	Siltation	AgriculturalPractices	Encroachments	IneffectiveDisasterPreparedness	DrainageSystems	CoastalVulnerability	Landslides	Watersheds	DeterioratingInfrastructure	PopulationScore	WetlandLoss	InadequatePlanning	PoliticalFactors	FloodProbability
id
0	5	8	5	8	6	4	4	3	3	4	2	5	3	3	5	4	7	5	7	3	0.445
1	6	7	4	4	8	8	3	5	4	6	9	7	2	0	3	5	3	3	4	3	0.450
2	6	5	6	7	3	7	1	5	4	5	6	7	3	7	5	6	8	2	3	3	0.530
3	3	4	6	5	4	8	4	7	6	8	5	2	4	7	4	4	6	5	7	5	0.535
4	5	3	2	6	4	4	3	3	3	3	5	2	2	6	6	4	1	2	3	5	0.415
5	5	4	1	4	2	4	6	6	7	5	5	3	5	5	4	4	6	8	3	2	0.440
6	8	3	1	2	3	7	3	4	6	7	5	2	5	6	4	5	6	3	4	6	0.460
7	6	6	5	7	5	5	3	5	5	5	3	5	3	5	5	8	6	8	5	6	0.595
8	5	2	8	5	4	5	2	4	5	5	2	9	2	7	3	4	6	4	5	5	0.505
9	4	2	3	5	8	6	5	5	7	6	4	6	3	3	4	4	3	3	5	6	0.455

	MonsoonIntensity	TopographyDrainage	RiverManagement	Deforestation	Urbanization	ClimateChange	DamsQuality	Siltation	AgriculturalPractices	Encroachments	IneffectiveDisasterPreparedness	DrainageSystems	CoastalVulnerability	Landslides	Watersheds	DeterioratingInfrastructure	PopulationScore	WetlandLoss	InadequatePlanning	PoliticalFactors	FloodProbability
id
1117947	6	3	7	4	6	3	4	5	1	9	8	3	10	6	4	2	0	3	6	4	0.445
1117948	5	6	2	6	7	3	7	10	6	9	7	3	8	3	4	4	6	5	7	8	0.610
1117949	4	5	6	7	3	8	7	5	4	4	5	4	6	4	7	6	4	5	4	8	0.545
1117950	4	4	4	3	6	5	3	8	9	4	0	5	4	6	6	3	8	7	6	2	0.475
1117951	6	4	8	4	4	3	3	4	10	5	6	5	3	4	2	10	3	6	4	5	0.495
1117952	3	3	4	10	4	5	5	7	10	4	3	7	8	7	2	2	1	4	6	4	0.495
1117953	2	2	4	3	9	5	8	1	3	5	5	9	4	4	3	7	4	9	4	5	0.480
1117954	7	3	9	4	6	5	9	1	3	4	5	5	5	5	5	6	5	5	2	4	0.485
1117955	7	3	3	7	5	2	3	4	6	4	6	6	8	5	3	4	6	7	6	4	0.495
1117956	4	5	6	9	5	5	2	8	4	5	1	4	8	6	5	5	6	7	7	8	0.560

Overview

Variables

Interactions

Correlations

Missing values

Sample